{"id":"W2972476057","doi":"10.1088/2631-8695/ab42eb","title":"Laser speckle reduction utilized by lens vibration for laser projection applications","year":2019,"lang":"en","type":"article","venue":"Engineering Research Express","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Speckle pattern; Laser; Optics; Materials science; Laser diode; Lens (geology); Reduction (mathematics); Laser power scaling; Electronic speckle pattern interferometry; Distributed feedback laser; Speckle noise; Laser beam quality; Laser beams; Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002648329,0.0001551286,0.0001487607,0.00024878,0.00008343296,0.00007577222,0.0002258586,0.0001276315,0.00002679695],"category_scores_gemma":[0.0001372859,0.0001685541,0.00004550966,0.0004419748,0.00004675761,0.0005036152,0.0000584655,0.0004294676,0.00009215248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001890167,"about_ca_system_score_gemma":0.00001249029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003623424,"about_ca_topic_score_gemma":3.035048e-7,"domain_scores_codex":[0.9987413,0.00001433128,0.000185137,0.000307535,0.0002710237,0.0004806751],"domain_scores_gemma":[0.999193,0.0001729408,0.00001558693,0.0004287306,0.0001345364,0.00005520903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001904571,0.00004531967,0.0000188648,0.0002610487,0.00003118388,4.09113e-7,0.00006618622,0.1480571,0.8338406,0.001560683,0.009895869,0.006203712],"study_design_scores_gemma":[0.0004229536,0.00005322012,0.00001943045,0.00004359142,0.000004767593,0.00000305993,0.0001230065,0.3526165,0.547707,0.000580613,0.09819068,0.0002352641],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1058498,0.0002817005,0.886254,0.0002121384,0.0004317246,0.002656658,0.00005338417,0.003079513,0.001181065],"genre_scores_gemma":[0.9149865,0.0001442346,0.07995451,0.000004495733,0.0002365155,0.002900903,0.0001122399,0.0001354799,0.001525096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8091367,"threshold_uncertainty_score":0.6873438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02987803460088224,"score_gpt":0.310247080545926,"score_spread":0.2803690459450438,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}